birthday parties

PA
At what age did you first just drop your kid off at a birthday party and pick them up at the end? My kindergartener was invited to a party and I don't know the protocol. When she was in preschool I would stay with her (all the parents did), but now that she's pretty independent I don't know if I should stay. It's at McDonalds (throwback to 90s bday parties!!).